AI Assessment Framework & Methodology
How the AI competency self-assessment is structured, scored, and mapped to industry standards.
How It Works
Four simple stages from start to training recommendations.
Choose a Domain
Set your role: Leadership/Management, IT Division, or User Groups.
Answer 10 / 25 / 50 Questions
Rate yourself on a 1–5 scale across AI knowledge and skills.
See Your Results
Competency level, gap analysis, and detailed per-category charts.
Training Recommendations
Get the training that matches your level and focus areas.
Domains & Competency Realms
Leadership / Management
For executives & decision-makers steering AI strategy, governance, and investment.
IT Division
For technical teams building, deploying, and securing AI systems.
User Groups
For end-users applying AI tools for everyday productivity.
Category Breakdown
| Domain | Category | Realm |
|---|---|---|
| Leadership / Management | AI Strategy & Vision | Knowledge |
| Leadership / Management | Governance, Ethics & Risk | Attitude |
| Leadership / Management | Investment & Business Value | Skills |
| Leadership / Management | Change Management & Culture | Attitude |
| Leadership / Management | Use-Case Identification | Skills |
| IT Division | AI/ML Foundations | Knowledge |
| IT Division | Data & Infrastructure | Skills |
| IT Division | Model Development & MLOps | Skills |
| IT Division | Security & Privacy | Attitude |
| IT Division | Integration & Deployment | Skills |
| User Groups | AI Literacy | Knowledge |
| User Groups | Prompting & AI Tools | Skills |
| User Groups | Productivity Applications | Skills |
| User Groups | Data & Ethics Awareness | Attitude |
| User Groups | Verification & Critical Use | Attitude |
HOW TO READ THE SCORES
All scores are on a 1–5 scale (1 = very low, 5 = very high). Levels: Beginner < 2.0 · Intermediate 2.0–2.99 · Advanced 3.0–3.99 · Expert ≥ 4.0.
Standards & References
NIST AI RMF
AI risk management framework (Govern, Map, Measure, Manage).
ISO/IEC 42001
International AI management system standard.
ISO/IEC 27001
Information security management system standard.
EU AI Act
EU risk-based AI regulation.
OWASP LLM Top 10
Top ten security risks for LLM applications.
MITRE ATLAS
Knowledge base of adversary tactics against AI systems.
Google SAIF
Secure AI Framework for building safe AI.
NIST CSF 2.0
NIST Cybersecurity Framework.